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New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2025-07-23

92
structures analysed (3 full · 3.3%)
22.2%
confidently wrong
11.1%
novel sequences
00.0%
novel & wrong
0.977
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

The worst offenders ranked, one row per protein (AlphaFold has one model per sequence, so repeat depositions are collapsed — “×N” marks how many structures of that protein exist; the worst is shown). Each row joins what AlphaFold claimed (blue, pLDDT/100) to what the experiment showed (red, TM-score) — the longer the bar, the bigger the miss. Hover a dot to preview its Cα-deviation ribbon; click to open the full entry.

How to read this

Every point is one experimental protein structure. The horizontal axis is AlphaFold's own confidence in its prediction (mean pLDDT, 0–100). The vertical axis is how well that blind prediction actually matches the experiment (TM-score, 0–1; above 0.5 means the same fold, above 0.9 near-identical). Marker size grows with the FRAUD score (confidence-weighted error).

Cutoff: the shaded red box is the "confidently wrong" zone — AlphaFold was confident (mean pLDDT above 70) yet the fold is wrong (TM-score below 0.5). A predictor that had truly solved folding would leave that box empty.

Take-home: 2 of 92 structures (2.2%) are confidently wrong; median TM-score is 0.977.

Read moreShow less — how each metric is calculated

TM-score: how similar the two 3D shapes are overall, 0–1 (a random pair scores ~0.17, an identical fold ~1). Length-normalised so large and small proteins compare fairly. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) — dᵢ is the gap between the i-th aligned Cα atoms after best-fit superposition, and d₀ = 1.24(L−15)^⅓ − 1.8 sets the distance scale for length L. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264; computed with TM-align, doi:10.1093/nar/gki524.

pLDDT: AlphaFold's own confidence in each residue, 0–100 (higher = surer). It is the model predicting its own accuracy before ever seeing the experiment. We plot the per-structure mean. pLDDT = (1/N) Σᵢ pLDDTᵢ, where pLDDTᵢ is the network's confidence output for residue i.

FRAUD score: the headline number — how wrong the prediction was, weighted by how confident AlphaFold was, so a big error it was sure about counts most. FRAUD = (1/N) Σᵢ (pLDDTᵢ/100) · min(Δᵢ,15)/15, where Δᵢ is residue i's Cα distance from the experiment (Å) after superposition, capped at 15 Å. Runs 0 (perfect) to 1.

Novelty: how little AlphaFold had to go on — 100 minus the highest sequence identity between this protein and any structure released before the 2018-04-30 training cutoff. High = genuinely unseen (100% = nothing similar was ever in the training set). novelty = 100 − maxₚ identity(s, p) over pre-cutoff PDB chains p, with identity = 100 × (matching aligned residues)/(alignment length), from an MMseqs2 search.

Homology: the point colour. High novelty (above 70%) flags the sequence as novel (amber) — AlphaFold had no close template; otherwise a pre-cutoff homolog existed (blue) it could have learned the fold from. novel ⇔ novelty > 70%.

What the metrics mean

TM-score (0–1): overall fold match — above 0.5 is the same fold, above 0.9 near-identical. Cα-RMSD (Å): average backbone distance after best-fit superposition — lower is better (under 2 Å is excellent). lDDT (0–1): local accuracy measured without superposition — above 0.8 is good. Each bar counts how many structures fall in that range.

Take-home: median TM-score 0.977 — most predictions match the experimental fold well, with a long tail that do not.

Read moreShow less — how each metric is calculated

TM-score: overall shape match, 0–1 (above 0.5 = same fold, above 0.9 near-identical), length-normalised. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) with dᵢ the aligned-Cα gap after superposition and d₀ = 1.24(L−15)^⅓ − 1.8. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264.

Cα-RMSD: the average straight-line distance between matching backbone Cα atoms once the two structures are best-fit superposed (Å; lower is better, under ~2 Å excellent). RMSD = √( (1/N) Σᵢ |Pᵢ − (R·Qᵢ + t)|² ), with Pᵢ/Qᵢ the experimental/model Cα coordinates and R,t the rotation and translation from Kabsch superposition.

lDDT: local accuracy with no superposition — the fraction of short-range inter-residue distances the model reproduces, so it is not fooled by a single wrongly-placed domain. lDDT = (1/N) Σᵢ ¼ Σ_t 1[ |d_exp − d_model| < t ] over thresholds t ∈ {0.5, 1, 2, 4} Å and all residue pairs within 15 Å.

Trend over time

The blue line is the mean TM-score of the structures by their deposit month; the red bars count how many were confidently wrong. Binning by deposit date (rather than by when we processed them) gives an even timeline, tracking whether AlphaFold's accuracy on newly-deposited structures is holding steady, improving, or slipping as the PDB keeps growing. Months with fewer than 5 structures are omitted so each point is a meaningful average. A dashed trend line is drawn only if the change over time is statistically significant.

Read moreShow less — how each metric is calculated

Mean TM-score: the month's average shape-match score. TM̄ = (1/M) Σ TM over the M structures deposited that month.

Trend line: a monotonic-trend test over the monthly means — Mann-Kendall (Kendall's τ) for significance, with a robust Theil-Sen slope for the line. Rank-based, so it tolerates the skewed TM distribution and noisy low-count months. Shown only when p < 0.05; otherwise a note reports that no significant trend was found.

Confidently wrong: the count that were both confident and wrong. count( mean pLDDT > 70 AND TM < 0.5 ).

Matched structures

PDBUniProtProteinMethodÅDeposited Novelty %pLDDTTMlDDTGDT_TSRMSDFRAUDFlag
8VQP_A Q504T8 EGR1-MIDN X-ray 2.52 2024-01-18 100.00 novel 84.72 0.69 0.61 28.57 13.05 0.32 ok
9O55_C P01116 GTPase KRas, N-terminally processed EM 2.88 2025-04-09 96.46 0.33 0.67 40.00 4.42 0.25 wrong
9O5S_E Q16655 Melanoma antigen recognized by T-cells 1 X-ray 2.27 2025-04-10 89.33 0.27 0.46 40.00 4.09 0.23 wrong
9M0R_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.47 2025-02-25 93.75 0.82 0.17 ok
9D6L_C P60468 Protein transport protein Sec61 subunit be EM 3.10 2024-08-15 57.47 0.70 0.17 ok
9M1O_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.49 2025-02-26 93.75 0.82 0.17 ok
9M2F_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.93 2025-02-27 93.75 0.83 0.16 ok
9MGK_A Q92959 Solute carrier organic anion transporter f EM 4.30 2024-12-11 81.94 0.80 0.16 ok
8ZLL_A Q9H813 Proton-activated chloride channel EM 2.89 2024-05-20 78.81 0.80 0.15 ok
8ZLB_A Q9H813 Proton-activated chloride channel EM 3.85 2024-05-18 78.81 0.81 0.15 ok
9NQU_D P62807 Histone H2B type 1-C/E/F/G/I EM 3.16 2025-03-13 88.12 0.88 0.10 ok
9UV6_B P0CG48 Ubiquitin NMR 2025-05-09 88.62 0.89 0.10 ok
9NTM_1A Q9Y4P9 Sperm flagellar protein 1,G protein/GFP fu EM 7.10 2025-03-18 77.62 0.88 0.10 ok
9D6L_B P60059 Protein transport protein Sec61 subunit ga EM 3.10 2024-08-15 91.94 0.91 0.09 ok
9M2F_R Q9GZQ6 Neuropeptide FF receptor 1,Neuropeptide FF EM 2.93 2025-02-27 77.56 0.90 0.08 ok
9CML_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.01 2024-07-15 92.38 0.92 0.07 ok
9CMK_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 1.75 2024-07-15 92.38 0.93 0.07 ok
9UV6_A P61088 Ubiquitin-conjugating enzyme E2 N NMR 2025-05-09 95.69 0.94 0.06 ok
9IQR_B P08913 Alpha-2A adrenergic receptor,Soluble cytoc EM 3.40 2024-07-13 70.19 0.92 0.05 ok
9M0R_R Q9GZQ6 Neuropeptide FF receptor 1 EM 2.47 2025-02-25 77.56 0.93 0.05 ok
9NQU_C P0C0S8 Histone H2A type 1 EM 3.16 2025-03-13 91.12 0.94 0.05 ok
9CPA_h Q7Z478 ATP-dependent RNA helicase DHX29 EM 6.00 2024-07-18 74.44 0.94 0.05 ok
9QQ0_A P01116 Isoform 2B of GTPase KRas X-ray 1.55 2025-03-31 91.50 0.95 0.04 ok
9QPZ_A P01116 Isoform 2B of GTPase KRas X-ray 1.31 2025-03-31 91.50 0.95 0.04 ok
9NAB_A P05556 Integrin beta-1 EM 2.54 2025-02-11 85.88 0.95 0.04 ok
9M1O_R Q9Y5X5 Soluble cytochrome b562,Neuropeptide FF re EM 2.49 2025-02-26 69.38 0.94 0.04 ok
9M54_R Q9Y5X5 Neuropeptide FF receptor 2 EM 3.24 2025-03-05 69.38 0.94 0.04 ok
9QQ1_A P01116 Isoform 2B of GTPase KRas X-ray 1.30 2025-03-31 91.50 0.96 0.04 ok
9P6B_A Q8NER1 Transient receptor potential cation channe EM 2.74 2025-06-18 71.94 0.95 0.04 ok
9IUD_A P78380 Oxidized low-density lipoprotein receptor X-ray 1.98 2024-07-20 87.44 0.96 0.04 ok
9NNF_C P61769 Beta-2-microglobulin EM 3.80 2025-03-05 94.06 0.96 0.03 ok
9IQV_B P35348 Alpha-1A adrenergic receptor,Soluble cytoc EM 3.30 2024-07-13 70.31 0.96 0.03 ok
9HIZ_A P01857 Immunoglobulin heavy constant gamma 1 X-ray 2.90 2024-11-27 86.69 0.97 0.03 ok
9OK6_A P01375 Tumor necrosis factor X-ray 2.78 2025-05-09 84.56 0.97 0.03 ok
9IQS_B P08173 Muscarinic acetylcholine receptor M4,Solub EM 3.60 2024-07-13 75.38 0.96 0.03 ok
9D6L_A P61619 Protein transport protein Sec61 subunit al EM 3.10 2024-08-15 72.94 0.96 0.03 ok
9OJY_A P01375 Tumor necrosis factor X-ray 2.16 2025-05-08 84.56 0.97 0.03 ok
9VIB_A P69905 Hemoglobin subunit alpha EM 2.26 2025-06-18 98.06 0.97 0.02 ok
9CT8_A P01116 Isoform 2B of GTPase KRas X-ray 1.28 2024-07-24 91.50 0.97 0.02 ok
9RSP_A P02766 Transthyretin X-ray 1.61 2025-07-01 88.00 0.97 0.02 ok
9G2D_A P28472 Gamma-aminobutyric acid receptor subunit b EM 2.70 2024-07-10 80.06 0.97 0.02 ok
9OJS_A P01375 Tumor necrosis factor X-ray 1.85 2025-05-08 84.56 0.97 0.02 ok
9CT7_A P01116 Isoform 2B of GTPase KRas X-ray 1.42 2024-07-24 91.50 0.98 0.02 ok
9CT9_A P01116 Isoform 2B of GTPase KRas X-ray 1.35 2024-07-24 91.50 0.98 0.02 ok
9O5S_B P61769 Beta-2-microglobulin X-ray 2.27 2025-04-10 94.06 0.98 0.02 ok
9E3S_A P01116 Isoform 2B of GTPase KRas X-ray 1.08 2024-10-23 91.50 0.98 0.02 ok
9CTA_A P01116 Isoform 2B of GTPase KRas X-ray 1.29 2024-07-24 91.50 0.98 0.02 ok
9CTB_A P01116 Isoform 2B of GTPase KRas X-ray 1.29 2024-07-24 91.50 0.98 0.02 ok
9G2E_A P28472 Gamma-aminobutyric acid receptor subunit b EM 2.50 2024-07-10 80.06 0.98 0.02 ok
9NNF_B Q861F7 HLA class I histocompatibility antigen, A EM 3.80 2025-03-05 88.19 0.98 0.02 ok
9OJO_A P01375 Tumor necrosis factor X-ray 1.36 2025-05-08 84.56 0.98 0.02 ok
9EWC_A Q9UGP5 DNA polymerase lambda X-ray 3.67 2024-04-03 80.38 0.98 0.01 ok
9O55_A A0A7T8G1P3 MHC class I antigen EM 2.88 2025-04-09 90.44 0.98 0.01 ok
9HUK_A P49841 Glycogen synthase kinase-3 beta X-ray 3.50 2024-12-23 88.25 0.98 0.01 ok
9CMV_B P01116 GTPase KRas X-ray 3.01 2024-07-15 91.50 0.99 0.01 ok
9KL8_A O15527 N-glycosylase/DNA lyase X-ray 2.48 2024-11-14 92.31 0.99 0.01 ok
9VIB_B P68871 Hemoglobin subunit beta EM 2.26 2025-06-18 97.19 0.99 0.01 ok
9HV3_A P49841 Glycogen synthase kinase-3 beta X-ray 2.90 2024-12-24 88.25 0.99 0.01 ok
9VIC_B P68871 Hemoglobin subunit beta EM 2.45 2025-06-18 97.19 0.99 0.01 ok
9HUL_A P49841 Glycogen synthase kinase-3 beta X-ray 2.90 2024-12-23 88.25 0.99 0.01 ok
9VIC_A P69905 Hemoglobin subunit alpha EM 2.45 2025-06-18 98.06 0.99 0.01 ok
9NQU_B P62805 Histone H4 EM 3.16 2025-03-13 89.81 0.99 0.01 ok
9E7U_B A5YKK6 CCR4-NOT transcription complex subunit 1 EM 3.50 2024-11-04 74.12 0.99 0.01 ok
9CMV_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 3.01 2024-07-15 92.38 0.99 0.01 ok
9KKY_A O15527 N-glycosylase/DNA lyase X-ray 2.81 2024-11-14 92.31 0.99 0.01 ok
9O5S_A A5I8L1 HLA class I histocompatibility antigen, A X-ray 2.27 2025-04-10 90.25 0.99 0.01 ok
8XWC_A O15527 N-glycosylase/DNA lyase X-ray 1.45 2024-01-16 92.31 0.99 0.01 ok
9CTA_C P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.29 2024-07-24 98.06 0.99 0.01 ok
9IT5_A Q09472 Histone acetyltransferase p300 X-ray 2.00 2024-07-19 53.25 0.98 0.01 ok
9E7T_B A5YKK6 CCR4-NOT transcription complex subunit 1 EM 2.80 2024-11-04 74.12 0.99 0.01 ok
8XWU_A O15527 N-glycosylase/DNA lyase X-ray 1.68 2024-01-16 92.31 0.99 0.01 ok
9RSR_A P02766 Transthyretin X-ray 1.25 2025-07-01 88.00 0.99 0.01 ok
9G3W_A P07320 Gamma-crystallin D X-ray 1.80 2024-07-12 96.44 0.99 0.01 ok
8XXG_A O15527 N-glycosylase/DNA lyase X-ray 1.82 2024-01-18 92.31 0.99 0.01 ok
9NQU_A Q71DI3 Histone H3.2 EM 3.16 2025-03-13 86.00 0.99 0.01 ok
9E3S_C P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.08 2024-10-23 98.06 0.99 0.01 ok
9CTB_C P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.29 2024-07-24 98.06 0.99 0.01 ok
8XXK_A O15527 N-glycosylase/DNA lyase X-ray 1.70 2024-01-18 92.31 0.99 0.01 ok
9E7T_C Q9UIV1 SDH7p Mitochondrial protein involved in as EM 2.80 2024-11-04 90.69 0.99 0.01 ok
9CT9_C P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.35 2024-07-24 98.06 0.99 0.01 ok
9EZ9_A Q02127 Dihydroorotate dehydrogenase (quinone), mi X-ray 2.60 2024-04-11 96.12 0.99 0.01 ok
9J7L_A O75976 Carboxypeptidase D EM 2.89 2024-08-19 82.50 0.99 0.01 ok
9RTO_A P02766 Transthyretin X-ray 1.56 2025-07-03 88.00 0.99 0.01 ok
9CT8_C P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.28 2024-07-24 98.06 0.99 0.01 ok
9CT7_C P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.42 2024-07-24 98.06 0.99 0.01 ok
9HVL_A Q04609 Glutamate carboxypeptidase 2 EM 2.71 2024-12-29 93.81 0.99 0.01 ok
9EWD_A Q9UGP5 DNA polymerase lambda X-ray 2.12 2024-04-03 80.38 0.99 0.01 ok
9EWG_A Q9UGP5 DNA polymerase lambda X-ray 2.00 2024-04-03 80.38 0.99 0.01 ok
9EWE_A Q9UGP5 DNA polymerase lambda X-ray 3.04 2024-04-03 80.38 0.99 0.01 ok
9J6Z_A O75976 Carboxypeptidase D EM 3.02 2024-08-17 82.50 0.99 0.01 ok
9EWB_A Q9UGP5 DNA polymerase lambda X-ray 2.32 2024-04-03 80.38 0.99 0.01 ok
9LBT_A P27487 Dipeptidyl peptidase 4 soluble form X-ray 1.99 2025-01-03 96.25 1.00 0.00 ok

Click a column header to sort. FRAUD = confidence-weighted error; a structure is flagged confidently wrong when mean pLDDT > 70 yet TM-score < 0.5.